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A Machine Learning Approach to Exoplanet Atmospheric Retrieval: Application to Optical Filter Ranking

Transmission spectroscopy probes the composition and structure of exoplanetary atmospheres. However, traditional retrieval methods such as Markov Chain Monte Carlo and nested sampling are computationally expensive, often taking hours or days per spectrum. In this work, we employ the random forest re...

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Bibliografische gegevens
Hoofdauteurs: Patcharawee Munsaket, Supachai Awiphan, Poemwai Chainakun, Eamonn Kerins, Napaporn A-thano
Formaat: Artigo
Taal:Inglês
Gepubliceerd in: IOP Publishing 2026-01-01
Reeks:The Astronomical Journal
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Online toegang:https://doi.org/10.3847/1538-3881/ae78df
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